We are going to perform a quality control (QC) analysis of the mapping results obtained by running cellranger version 7.0.0.
We will pull together all the libraries from all the CSF subprojects.
## [1] "CSF_01"
## [1] "4608"
## [1] "4839"
## [1] "5700"
## [1] "5792"
## [1] "5929"
## [1] "CSF_02"
## [1] "7921"
## [1] "7974"
## [1] "CSF_03"
## [1] "3054"
## [1] "3087"
## [1] "3887"
## [1] "8102"
## [1] "CSF_04"
## [1] "4535"
## [1] "4776"
## [1] "5959"
## [1] "CSF_05"
## [1] "4723"
## [1] "4759"
## [1] "8084"
We will start by showing the three most relevant metrics (number of reads, estimated number of recovered cells, fraction of reads in cells, mean reads per cell, fraction of reads mapped to exonic reads, and median genes per cell) obtained by cellranger for each of the working libraries. This information will give us an idea of the quality of the experiment as well as the sequencing and the mapping steps.
| GEX QC metrics | |||||||
| cellranger v 7.0.0 | |||||||
| Subproject | GemID | Cells | Median UMI counts per cell | Median genes per cell | Median reads per cell | Total genes detected | Number of reads |
|---|---|---|---|---|---|---|---|
| CSF_01 | 4608 | 3984 | 1623 | 858 | 19472 | 22942 | 266.97M |
| CSF_01 | 4839 | 3504 | 2964 | 1303 | 41738 | 22837 | 306.87M |
| CSF_01 | 5700 | 8989 | 2310 | 1049 | 16548 | 23935 | 298.90M |
| CSF_01 | 5792 | 7602 | 3659 | 1517 | 22742 | 25079 | 303.81M |
| CSF_01 | 5929 | 6962 | 3095 | 1319 | 16182 | 24309 | 261.68M |
| CSF_02 | 7921 | 4813 | 3998 | 1615 | 30334 | 23910 | 315.94M |
| CSF_02 | 7974 | 10498 | 4237 | 1825 | 31747 | 26802 | 610.99M |
| CSF_03 | 3054 | 9637 | 2641 | 1030 | 19239 | 24883 | 360.44M |
| CSF_03 | 3087 | 4294 | 5740 | 1968 | 43336 | 25201 | 305.29M |
| CSF_03 | 3887 | 2480 | 3094 | 1292 | 28178 | 26006 | 257.35M |
| CSF_03 | 8102 | 1264 | 2696 | 1246 | 65543 | 22785 | 297.91M |
| CSF_04 | 4535 | 3082 | 3103 | 1291 | 40915 | 21803 | 263.32M |
| CSF_04 | 4776 | 6429 | 2300 | 1017 | 22923 | 23147 | 280.36M |
| CSF_04 | 5959 | 262 | 4544 | 1841 | 640043 | 20889 | 417.03M |
| CSF_05 | 4723 | 8296 | 3481 | 1625 | 13540 | 26009 | 261.25M |
| CSF_05 | 4759 | 4827 | 5096 | 2063 | 48848 | 24088 | 366.55M |
| CSF_05 | 8084 | 1407 | 3833 | 1676 | 43313 | 21794 | 165.53M |
Next, we will check the quality of the mapping step performed by
cellranger 7.0.0 across libraries. To do so, we will
compare the percentage of reads mapped to the genome, and within these
mapped reads, the amount of reads mapped to intergenic regions, intronic
and exonic regions. We aim to obtain libraries with a high percentage of
confidently mapped reads, and specially a high percentage of exonic
reads, which correspond with gene expression or RNAs. The reads mapping
to intergenic regions suggest contamination of ambient DNA, whereas
reads mapping to intronic regions may come from pre-mRNAs or mature
spliced isoforms that retain certain introns.
## [1] "Confidently_mapped_to_genome"
## [1] "Confidently_mapped_to_intergenic_regions"
## [1] "Confidently_mapped_to_intronic_regions"
## [1] "Confidently_mapped_to_exonic_regions"
## [1] "Confidently_mapped_antisense"
## [1] "Confidently_mapped_to_transcriptome"
After assessing mapped reads, it is important to test which is the sequencing saturation and depth for each library. The sequencing saturation is dependent on the library complexity and sequencing depth. The library complexity is the total number of different transcripts present in the library and it varies between the cell types/tissues, whereas the sequencing depth is the number of paired reads per cell. For this reason, we will plot the number of detected genes as a function of depth (sequenced reads). As sequencing depth increases, more genes are detected, but this function reaches a plateau, whereby more sequenced reads does not result in more detected genes; therefore, at this point we assure we sequenced until saturation. More specifically, the sequencing saturation the fraction of confidently mapped, valid cell-barcode, valid UMI reads that had a non-unique (cell-barcode, UMI, gene).
We will start by showing the three most relevant metrics (number of reads, estimated number of recovered cells, fraction of reads in cells, mean reads per cell, fraction of reads mapped to any V(D)J gene, and cells with productive V-J Spanning Pair) obtained by cellranger for each of the working libraries. This information will give us an idea of the quality of the experiment as well as the sequencing and the mapping steps.
| VDJ-T QC metrics | |||||||
| cellranger v 7.0.0 | |||||||
| Subproject | GemID | Number of reads | Estimated number of cells | Fraction reads in cells | Mean reads per cell | Reads mapped to any V D J gene | Cells with productive V-J spanning pair |
|---|---|---|---|---|---|---|---|
| CSF_01 | 4608 | 13071011 | 815 | 34.80 | 0.02M | 38.45 | 58.65 |
| CSF_01 | 4839 | 15751069 | 1912 | 77.62 | 0.01M | 72.19 | 77.62 |
| CSF_01 | 5700 | 14127176 | 5719 | 62.66 | 0.00M | 51.69 | 64.84 |
| CSF_01 | 5792 | 18090339 | 2729 | 43.33 | 0.01M | 31.17 | 69.11 |
| CSF_01 | 5929 | 14573775 | 4297 | 52.51 | 0.00M | 82.88 | 80.78 |
| CSF_02 | 7921 | 19365195 | 3254 | 84.28 | 0.01M | 77.96 | 82.27 |
| CSF_02 | 7974 | 23961188 | 5087 | 83.40 | 0.00M | 83.33 | 81.80 |
| CSF_03 | 3054 | 31625455 | 3337 | 68.86 | 0.01M | 74.82 | 88.04 |
| CSF_03 | 3087 | 58251934 | 522 | 41.00 | 0.11M | 37.93 | 86.21 |
| CSF_03 | 3887 | 40533185 | 201 | 10.49 | 0.20M | 9.93 | 70.65 |
| CSF_03 | 8102 | 31291833 | 524 | 44.41 | 0.06M | 34.81 | 76.15 |
| CSF_04 | 4535 | 34189156 | 1376 | 68.33 | 0.02M | 69.88 | 87.06 |
| CSF_04 | 4776 | 37064229 | 4605 | 73.36 | 0.01M | 73.54 | 81.98 |
| CSF_04 | 5959 | 39306802 | 41 | 21.01 | 0.96M | 17.42 | 87.80 |
| CSF_05 | 4723 | 41266949 | 5047 | 76.15 | 0.01M | 88.72 | 87.44 |
| CSF_05 | 4759 | 28647282 | 3145 | 69.07 | 0.01M | 88.84 | 90.02 |
| CSF_05 | 8084 | 37516235 | 642 | 76.78 | 0.06M | 80.21 | 85.98 |
Next, we will check the quality of the V(D)J mapping step performed
by cellranger 7.0.0 across libraries. To do so, we will
compare the percentage of reads mapped to any germline V(D)J gene
segment, and within these mapped reads, the amount of reads mapped TRA
and TRB germline gene segment.
Here, we will assess the median number of UMIs assigned to a TRA/TRB contig per cell. Low values for any of the two parameters can indicate cells with extremely low TRA/TRB expression or poor cell quality, among others.
| VDJ-T expression | ||
| cellranger v 7.0.0 | ||
| GemID | Median_TRA_UMIs_per_Cell | Median_TRB_UMIs_per_Cell |
|---|---|---|
| 4608 | 2 | 4 |
| 4839 | 3 | 7 |
| 5700 | 3 | 8 |
| 5792 | 3 | 7 |
| 5929 | 5 | 10 |
| 7921 | 4 | 10 |
| 7974 | 5 | 10 |
| 3054 | 5 | 12 |
| 3087 | 4 | 9 |
| 3887 | 2 | 6 |
| 8102 | 3 | 8 |
| 4535 | 4 | 9 |
| 4776 | 4 | 7 |
| 5959 | 5 | 6 |
| 4723 | 7 | 13 |
| 4759 | 6 | 15 |
| 8084 | 4 | 10 |
Now, we will check the V(D)J annotation for the studied samples. To better interpret the obtained results, we will consider the information given in the cellranger web summary file. We will assess the fraction of cell-associated barcodes (with at least…), that are the following ones:
Cells With TRA/TRB Contig: one TRA/TRB contig annotated as a full or partial V(D)J gene.
Cells With CDR3-annotated TRA/TRB Contig: one TRA/TRB contig where a CDR3 was detected.
Cells With Productive TRA/TRB Contig: one contig that spans the 5’ end of the V region to the 3’ end of the J region for TRA/TRB, has a start codon in the expected part of the V sequence, has an in-frame CDR3, and has no stop codons in the aligned V-J region.
Cells With Productive V-J Spanning Pair: one productive contig for each chain of the receptor pair. As well as the correspondent the number of cells with productive V-J Spanning Pair.
For all thre previous parameters, low values can indicate poor cell quality, low yield from the RT reaction, poor specificity of the V(D)J enrichment. Moreover, we will also check:
| V(D)J annotation | ||||||
| cellranger v6.0.1 | ||||||
| GEM ID | Estimated Number of Recovered Cells | Productive V-J Spanning Pair | Paired Clonotype Diversity | Productive contig | ||
|---|---|---|---|---|---|---|
| Fraction | Cells | TRA | TRB | |||
| 4608 | 815 | 58.65 | 478 | 109.05 | 65.28 | 93.37 |
| 4839 | 1912 | 77.62 | 1484 | 457.31 | 80.65 | 96.97 |
| 5700 | 5719 | 64.84 | 3708 | 3103.42 | 68.86 | 95.98 |
| 5792 | 2729 | 69.11 | 1886 | 998.72 | 72.63 | 96.48 |
| 5929 | 4297 | 80.78 | 3471 | 648.62 | 83.17 | 97.60 |
| 7921 | 3254 | 82.27 | 2677 | 1905.78 | 84.97 | 97.30 |
| 7974 | 5087 | 81.80 | 4161 | 748.75 | 84.18 | 97.62 |
| 3054 | 3337 | 88.04 | 2938 | 767.92 | 88.79 | 99.25 |
| 3087 | 522 | 86.21 | 450 | 322.09 | 90.80 | 95.40 |
| 3887 | 201 | 70.65 | 142 | 132.46 | 74.13 | 96.52 |
| 8102 | 524 | 76.15 | 399 | 183.30 | 78.63 | 97.52 |
| 4535 | 1376 | 87.06 | 1198 | 542.20 | 89.24 | 97.82 |
| 4776 | 4605 | 81.98 | 3775 | 2231.51 | 84.99 | 96.98 |
| 5959 | 41 | 87.80 | 36 | 41.00 | 90.24 | 97.56 |
| 4723 | 5047 | 87.44 | 4413 | 1335.79 | 89.72 | 97.72 |
| 4759 | 3145 | 90.02 | 2831 | 67.64 | 91.45 | 98.57 |
| 8084 | 642 | 85.98 | 552 | 131.26 | 89.10 | 96.88 |
We will start by showing the three most relevant metrics (number of reads, estimated number of recovered cells, fraction of reads in cells, mean reads per cell, fraction of reads mapped to any V(D)J gene, and cells with productive V-J Spanning Pair) obtained by cellranger for each of the working libraries. This information will give us an idea of the quality of the experiment as well as the sequencing and the mapping steps.
| BCR-V(D)J QC metrics | ||||||
| cellranger v6.0.1 | ||||||
| GEM ID | Number of Reads | Estimated Number of Recovered Cells | Fraction of Reads in Cells | Mean Reads per Cell | Fraction of Reads Mapped to any VDJ gene | Cells With Productive V-J Spanning Pair |
|---|---|---|---|---|---|---|
| 4608 | 49.86M | 307 | 34.2% | 162416 | 33.4% | 262 |
| 4839 | 13.55M | 13 | 48.3% | 1042457 | 47.6% | 13 |
| 5700 | 27.21M | 205 | 14.3% | 132750 | 13.6% | 148 |
| 5792 | 38.56M | 131 | 2.2% | 294369 | 2.4% | 111 |
| 5929 | 13.87M | 414 | 92.0% | 33499 | 90.5% | 387 |
| 7921 | 18.35M | 134 | 16.9% | 136953 | 16.8% | 125 |
| 7974 | 19.85M | 1852 | 88.1% | 10717 | 88.5% | 1311 |
| 3054 | 70.44M | 5748 | 87.8% | 12255 | 78.7% | 5734 |
| 3087 | 38.04M | 2 | 0.3% | 19018134 | 0.8% | 2 |
| 3887 | 32.16M | 14 | 13.9% | 2297290 | 13.1% | 12 |
| 8102 | 50.05M | 212 | 51.6% | 236081 | 39.0% | 180 |
| 4535 | 32.81M | 18 | 54.8% | 1823031 | 55.1% | 15 |
| 4776 | 30.46M | 55 | 26.8% | 553844 | 26.2% | 51 |
| 5959 | 35.87M | 3 | 67.6% | 11956182 | 67.3% | 3 |
Next, we will check the quality of the V(D)J mapping step performed
by cellranger 7.0.0 across libraries. To do so, we will
compare the percentage of reads mapped to any germline V(D)J gene
segment, and within these mapped reads, the amount of reads mapped IGH,
IGK and IGL germline gene segment.
Here, we will assess the median number of UMIs assigned to a IGH/IGK/IGL contig per cell. Low values for any of the three parameters can indicate cells with extremely low IGH/IGK/IGL expression or poor cell quality, among others.
| V(D)J expression | |||
| cellranger v6.0.1 | |||
| GEM ID | Median IGH UMIs per Cell | Median IGK UMIs per Cell | Median IGL UMIs per Cell |
|---|---|---|---|
| 4608 | 5.0 | 18 | 6 |
| 4839 | 1995.0 | 7406 | 85 |
| 5700 | 7.0 | 19 | 13 |
| 5792 | 8.0 | 17 | 17 |
| 5929 | 2185.5 | 4343 | 5830 |
| 7921 | 10.5 | 26 | 30 |
| 7974 | 12.0 | 29 | 27 |
| 3054 | 35.0 | 21 | 53 |
| 3087 | 22.5 | NA | 47 |
| 3887 | 21.5 | 66 | 273 |
| 8102 | 18.5 | 76 | 8 |
| 4535 | 84.0 | 48 | 1175 |
| 4776 | 10.0 | 25 | 15 |
| 5959 | 10.0 | 4211 | 2 |
Now, we will check the V(D)J annotation for the studied samples. To better interpret the obtained results, we will consider the information given in the cellranger web summary file. We will assess the fraction of cell-associated barcodes (with at least…), that are the following ones:
Cells With IGH/IGK/IGL Contig: one IGH/IGK/IGL contig annotated as a full or partial V(D)J gene.
Cells With CDR3-annotated IGH/IGK/IGL Contig: one IGH/IGK/IGL contig where a CDR3 was detected.
Cells With Productive IGH/IGK/IGL Contig: one contig that spans the 5’ end of the V region to the 3’ end of the J region for IGH/IGK/IGL, has a start codon in the expected part of the V sequence, has an in-frame CDR3, and has no stop codons in the aligned V-J region.
Cells With Productive V-J Spanning Pair: one productive contig for each chain of the receptor pair. As well as the correspondent the number of cells with productive V-J Spanning Pair.
For all thre previous parameters, low values can indicate poor cell quality, low yield from the RT reaction, poor specificity of the V(D)J enrichment. Moreover, we will also check:
| V(D)J annotation | |||||||||
| cellranger v6.0.1 | |||||||||
| GEM ID | Productive contig | Estimated Number of Recovered Cells | Median_IGL_UMIs_per_Cell | Productive V-J Spanning Pair | Paired Clonotype Diversity | ||||
|---|---|---|---|---|---|---|---|---|---|
| IGH | IGK | IGL | Fraction IGK IGH Pair | Fraction IGL IGH Pair | Cells | ||||
| 4608 | 86.64 | 92.83 | 5.86 | 307 | 6 | 79.80 | 5.54 | 262 | 1.47 |
| 4839 | 100.00 | 61.54 | 38.46 | 13 | 85 | 61.54 | 38.46 | 13 | 13.00 |
| 5700 | 74.63 | 63.41 | 34.15 | 205 | 13 | 45.85 | 26.34 | 148 | 158.58 |
| 5792 | 84.73 | 62.60 | 37.40 | 131 | 17 | 51.15 | 33.59 | 111 | 112.16 |
| 5929 | 93.48 | 67.39 | 33.09 | 414 | 5830 | 63.04 | 30.92 | 387 | 50.95 |
| 7921 | 93.28 | 57.46 | 42.54 | 134 | 30 | 52.99 | 40.30 | 125 | 128.26 |
| 7974 | 71.71 | 61.02 | 38.50 | 1852 | 27 | 44.28 | 26.94 | 1311 | 497.09 |
| 3054 | 99.79 | 0.43 | 99.53 | 5748 | 53 | 0.38 | 99.37 | 5734 | 1.02 |
| 3087 | 100.00 | 0.00 | 100.00 | 2 | 47 | 0.00 | 100.00 | 2 | 2.00 |
| 3887 | 85.71 | 57.14 | 42.86 | 14 | 273 | 42.86 | 42.86 | 12 | 8.17 |
| 8102 | 88.21 | 75.00 | 22.17 | 212 | 8 | 65.09 | 20.28 | 180 | 4.62 |
| 4535 | 88.89 | 55.56 | 38.89 | 18 | 1175 | 44.44 | 38.89 | 15 | 18.00 |
| 4776 | 94.55 | 61.82 | 38.18 | 55 | 15 | 58.18 | 36.36 | 51 | 46.54 |
| 5959 | 100.00 | 66.67 | 33.33 | 3 | 2 | 66.67 | 33.33 | 3 | 3.00 |
## [1] "Libraries metadata"
## project subproject gem_id library_id library_name library_barcode hashing
## 1 CSF CSF_01 4608 276966 4608_GEX AZ8142 not_hashed
## 2 CSF CSF_01 4839 276967 4839_GEX AZ8143 not_hashed
## 3 CSF CSF_01 5929 276968 5929_GEX AZ8144 not_hashed
## 4 CSF CSF_01 5700 276969 5700_GEX AZ8145 not_hashed
## 5 CSF CSF_01 5792 276970 5792_GEX AZ8146 not_hashed
## 6 CSF CSF_01 4608 277405 4608_TCR AZ8390 not_hashed
## 7 CSF CSF_01 4839 277406 4839_TCR AZ8391 not_hashed
## 8 CSF CSF_01 5929 277407 5929_TCR AZ8392 not_hashed
## 9 CSF CSF_01 5700 277408 5700_TCR AZ8393 not_hashed
## 10 CSF CSF_01 5792 277409 5792_TCR AZ8394 not_hashed
## 11 CSF CSF_01 4839 277410 4839_BCR AZ8396 not_hashed
## 12 CSF CSF_01 5929 277411 5929_BCR AZ8397 not_hashed
## 13 CSF CSF_02 7921 277387 7921_GEX AZ7864 not_hashed
## 14 CSF CSF_02 7974 277388 7974_GEX AZ7865 not_hashed
## 15 CSF CSF_02 7921 277401 7921_TCR AZ8125 not_hashed
## 16 CSF CSF_02 7974 277402 7974_TCR AZ8126 not_hashed
## 17 CSF CSF_02 7921 277403 7921_BCR AZ8127 not_hashed
## 18 CSF CSF_02 7974 277404 7974_BCR AZ8128 not_hashed
## 19 CSF CSF_03 3087 277820 3087_GEX AZ8561 not_hashed
## 20 CSF CSF_03 3887 277821 3887_GEX AZ8562 not_hashed
## 21 CSF CSF_03 8102 277822 8102_GEX AZ8563 not_hashed
## 22 CSF CSF_03 3054 277823 3054_GEX AZ8564 not_hashed
## 23 CSF CSF_03 3087 278634 3087_TCR AZ8597 not_hashed
## 24 CSF CSF_03 3887 278635 3887_TCR AZ8598 not_hashed
## 25 CSF CSF_03 8102 278636 8102_TCR AZ8599 not_hashed
## 26 CSF CSF_03 3054 278637 3054_TCR AZ8600 not_hashed
## 27 CSF CSF_03 3887 278638 3887_BCR AZ8602 not_hashed
## 28 CSF CSF_03 8102 278639 8102_BCR AZ8603 not_hashed
## 29 CSF CSF_03 3054 278640 3054_BCR AZ8604 not_hashed
## 30 CSF CSF_04 5959 278641 5959_GEX AZ8565 not_hashed
## 31 CSF CSF_04 4776 278642 4776_GEX AZ8566 not_hashed
## 32 CSF CSF_04 4535 278643 4535_GEX AZ8567 not_hashed
## 33 CSF CSF_04 5959 278652 5959_TCR AZ8605 not_hashed
## 34 CSF CSF_04 4776 278653 4776_TCR AZ8606 not_hashed
## 35 CSF CSF_04 4535 278654 4535_TCR AZ8607 not_hashed
## 36 CSF CSF_04 5959 278655 5959_BCR AZ8608 not_hashed
## 37 CSF CSF_04 4776 278656 4776_BCR AZ8609 not_hashed
## 38 CSF CSF_04 4535 278657 4535_BCR AZ8610 not_hashed
## 39 CSF CSF_05 8084 281088 8084_GEX AZ9840 not_hashed
## 40 CSF CSF_05 4759 281089 4759_GEX AZ9841 not_hashed
## 41 CSF CSF_05 4723 281090 4723_GEX AZ9842 not_hashed
## 42 CSF CSF_05 8084 280490 8084_TCR AZ9860 not_hashed
## 43 CSF CSF_05 4759 280491 4759_TCR AZ9861 not_hashed
## 44 CSF CSF_05 4723 280492 4723_TCR AZ9862 not_hashed
## type donor_id wet_lab
## 1 cDNA 4608_GEX 4608_GEX
## 2 cDNA 4839_GEX 4839_GEX
## 3 cDNA 5929_GEX 5929_GEX
## 4 cDNA 5700_GEX 5700_GEX
## 5 cDNA 5792_GEX 5792_GEX
## 6 VDJ-T 4608_TCR 4608_TCR
## 7 VDJ-T 4839_TCR 4839_TCR
## 8 VDJ-T 5929_TCR 5929_TCR
## 9 VDJ-T 5700_TCR 5700_TCR
## 10 VDJ-T 5792_TCR 5792_TCR
## 11 VDJ-B 4839_BCR 4839_BCR
## 12 VDJ-B 5929_BCR 5929_BCR
## 13 cDNA 7921_GEX 7921_GEX
## 14 cDNA 7974_GEX 7974_GEX
## 15 VDJ-T 7921_TCR 7921_TCR
## 16 VDJ-T 7974_TCR 7974_TCR
## 17 VDJ-B 7921_BCR 7921_BCR
## 18 VDJ-B 7974_BCR 7974_BCR
## 19 cDNA 3087_GEX 3087_GEX
## 20 cDNA 3887_GEX 3887_GEX
## 21 cDNA 8102_GEX 8102_GEX
## 22 cDNA 3054_GEX 3054_GEX
## 23 VDJ-T 3087_TCR 3087_TCR
## 24 VDJ-T 3887_TCR 3887_TCR
## 25 VDJ-T 8102_TCR 8102_TCR
## 26 VDJ-T 3054_TCR 3054_TCR
## 27 VDJ-B 3887_BCR 3887_BCR
## 28 VDJ-B 8102_BCR 8102_BCR
## 29 VDJ-B 3054_BCR 3054_BCR
## 30 cDNA 5959_GEX 5959_GEX
## 31 cDNA 4776_GEX 4776_GEX
## 32 cDNA 4535_GEX 4535_GEX
## 33 VDJ-T 5959_TCR 5959_TCR
## 34 VDJ-T 4776_TCR 4776_TCR
## 35 VDJ-T 4535_TCR 4535_TCR
## 36 VDJ-B 5959_BCR 5959_BCR
## 37 VDJ-B 4776_BCR 4776_BCR
## 38 VDJ-B 4535_BCR 4535_BCR
## 39 cDNA 8084_GEX 8084_GEX
## 40 cDNA 4759_GEX 4759_GEX
## 41 cDNA 4723_GEX 4723_GEX
## 42 VDJ-T 8084_TCR 8084_TCR
## 43 VDJ-T 4759_TCR 4759_TCR
## 44 VDJ-T 4723_TCR 4723_TCR
## [1] "GEX QC summary table"
## # A tibble: 17 x 26
## Subproject GemID Cells Confidently_mapped_reads_in_c~1 Median_UMI_counts_pe~2
## <chr> <chr> <dbl> <dbl> <dbl>
## 1 CSF_01 4608 3984 85.8 1623
## 2 CSF_01 4839 3504 93.3 2964
## 3 CSF_01 5700 8989 93.0 2310
## 4 CSF_01 5792 7602 91.8 3659
## 5 CSF_01 5929 6962 79.4 3095
## 6 CSF_02 7921 4813 93.8 3998
## 7 CSF_02 7974 10498 89.9 4237
## 8 CSF_03 3054 9637 91.0 2641
## 9 CSF_03 3087 4294 90.2 5740
## 10 CSF_03 3887 2480 84.8 3094
## 11 CSF_03 8102 1264 86.2 2696
## 12 CSF_04 4535 3082 90.3 3103
## 13 CSF_04 4776 6429 94.0 2300
## 14 CSF_04 5959 262 93.0 4544
## 15 CSF_05 4723 8296 97.2 3481
## 16 CSF_05 4759 4827 95.9 5096
## 17 CSF_05 8084 1407 88.7 3833
## # i abbreviated names: 1: Confidently_mapped_reads_in_cells,
## # 2: Median_UMI_counts_per_cell
## # i 21 more variables: Median_genes_per_cell <dbl>,
## # Median_reads_per_cell <dbl>, Total_genes_detected <dbl>,
## # Number_of_reads <dbl>, Number_of_short_reads_skipped <dbl>,
## # Q30_RNA_read <dbl>, Q30_UMI <dbl>, Q30_barcodes <dbl>,
## # Confidently_mapped_antisense <dbl>, ...
## [1] "VDJ-T QC summary table"
## # A tibble: 17 x 23
## Subproject GemID Cells_with_productive_TRA_contig Cells_with_productive_TRB~1
## <chr> <chr> <dbl> <dbl>
## 1 CSF_01 4608 65.3 93.4
## 2 CSF_01 4839 80.6 97.0
## 3 CSF_01 5700 68.9 96.0
## 4 CSF_01 5792 72.6 96.5
## 5 CSF_01 5929 83.2 97.6
## 6 CSF_02 7921 85.0 97.3
## 7 CSF_02 7974 84.2 97.6
## 8 CSF_03 3054 88.8 99.2
## 9 CSF_03 3087 90.8 95.4
## 10 CSF_03 3887 74.1 96.5
## 11 CSF_03 8102 78.6 97.5
## 12 CSF_04 4535 89.2 97.8
## 13 CSF_04 4776 85.0 97.0
## 14 CSF_04 5959 90.2 97.6
## 15 CSF_05 4723 89.7 97.7
## 16 CSF_05 4759 91.4 98.6
## 17 CSF_05 8084 89.1 96.9
## # i abbreviated name: 1: Cells_with_productive_TRB_contig
## # i 19 more variables:
## # `Cells_with_productive_V-J_spanning__TRA,_TRB__pair` <dbl>,
## # `Cells_with_productive_V-J_spanning_pair` <dbl>,
## # Estimated_number_of_cells <dbl>, Median_TRA_UMIs_per_Cell <dbl>,
## # Median_TRB_UMIs_per_Cell <dbl>,
## # `Number_of_cells_with_productive_V-J_spanning_pair` <dbl>, ...
## [1] "VDJ-B QC summary table"
## # A tibble: 14 x 27
## Subproject GemID Cells_with_productive_IGH_contig Cells_with_productive_IGK~1
## <chr> <chr> <dbl> <dbl>
## 1 CSF_01 4608 86.6 92.8
## 2 CSF_01 4839 100 61.5
## 3 CSF_01 5700 74.6 63.4
## 4 CSF_01 5792 84.7 62.6
## 5 CSF_01 5929 93.5 67.4
## 6 CSF_02 7921 93.3 57.5
## 7 CSF_02 7974 71.7 61.0
## 8 CSF_03 3054 99.8 0.43
## 9 CSF_03 3087 100 0
## 10 CSF_03 3887 85.7 57.1
## 11 CSF_03 8102 88.2 75
## 12 CSF_04 4535 88.9 55.6
## 13 CSF_04 4776 94.6 61.8
## 14 CSF_04 5959 100 66.7
## # i abbreviated name: 1: Cells_with_productive_IGK_contig
## # i 23 more variables: Cells_with_productive_IGL_contig <dbl>,
## # Cells_with_productive_V_J_spanning_IGK_IGH_pair <dbl>,
## # Cells_with_productive_V_J_spanning_IGL_IGH_pair <dbl>,
## # Cells_with_productive_V_J_spanning_pair <dbl>,
## # Estimated_number_of_cells <dbl>, Median_IGH_UMIs_per_Cell <dbl>,
## # Median_IGK_UMIs_per_Cell <dbl>, Median_IGL_UMIs_per_Cell <dbl>, ...